{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import urllib\n",
    "import pandas as pd\n",
    "import urllib.parse\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.51job.com/\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参数模版炼金术"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "industry_xpath = '//div[@class=\"cn hlist\"]//div[@class=\"e\"]//p[@class=\"tie\"]//a/@href'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,7300,32,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze = r.html.xpath(industry_xpath)\n",
    "analyze.insert(0,'https://search.51job.com/list/030200,000000,7300,32,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "analyze.insert(0,'https://search.51job.com/list/030200,000000,0000,32,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "analyze"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '关键词', 1: '职能', 2: '互联网/电子商务', 3: '金融/投资/证券', 4: '汽车', 5: '房地产'}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze_str = [\"关键词\",\"职能\",\"互联网/电子商务\",\"金融/投资/证券\",\"汽车\",\"房地产\"]\n",
    "{k:i for k,i in enumerate(analyze_str)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'关键词': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '职能': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '7300',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '互联网/电子商务': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '金融/投资/证券': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '03',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '汽车': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '33',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '房地产': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '26',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze_dict = {i:analyze[k].split(',') for k,i in enumerate(analyze_str)}\n",
    "analyze_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>7300</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%...</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 关键词  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6  %25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%...   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                                  职能  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               7300   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                            互联网/电子商务  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                            金融/投资/证券  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 03   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                  汽车  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 33   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                 房地产  \n",
       "0               https://search.51job.com/list/030200  \n",
       "1                                             000000  \n",
       "2                                               0000  \n",
       "3                                                 26  \n",
       "4                                                  9  \n",
       "5                                                 99  \n",
       "6                                                %2B  \n",
       "7                                                  2  \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(analyze_dict)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# script_list = r.html.xpath('//script')\n",
    "# script_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# script_url = \"https:\"+script_list[-3].html.split('\\\"')[3]\n",
    "# script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# res = session.get(script_url)\n",
    "# res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"少于50人\"},{k:\"02\",v:\"50-150人\"},{k:\"03\",v:\"150-500人\"},{k:\"04\",v:\"500-1000人\"},{k:\"05\",v:\"1000-5000人\"},{k:\"06\",v:\"5000-10000人\"},{k:\"07\",v:\"10000人以上\"}]'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# comsize_content = res.content.decode('gbk').split('window.d_search_companysize=')[1].split(',window.d_search_degreefrom')[0]\n",
    "# comsize_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '少于50人': '01',\n",
       " '50-150人': '02',\n",
       " '150-500人': '03',\n",
       " '500-1000人': '04',\n",
       " '1000-5000人': '05',\n",
       " '5000-10000人': '06',\n",
       " '10000人以上': '07'}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comsize_str = ['所有','少于50人','50-150人','150-500人','500-1000人','1000-5000人','5000-10000人','10000人以上']\n",
    "comsize_code = ['99','01','02','03','04','05','06','07']\n",
    "comsize_dict = {i:comsize_code[k] for k,i in enumerate(comsize_string)}\n",
    "comsize_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}]'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# workyear_content = res.content.decode('gbk').split('window.d_search_workyear=')[1].split(',window.d_search_providesalary=')[0]\n",
    "# workyear_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '10年以上': '05',\n",
       " '无需经验': '06'}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workyear_string = ['所有','在校生/应届生','1-3年','3-5年','5-10年','10年以上','无需经验']\n",
    "workyear_code = ['99','01','02','03','04','05','06']\n",
    "workyear_dict = {i:workyear_code[k] for k,i in enumerate(workyear_string)}\n",
    "workyear_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'01': '计算机软件',\n",
       " 37: '计算机硬件',\n",
       " 38: '计算机服务(系统、数据服务、维修)',\n",
       " 31: '通信/电信/网络设备',\n",
       " 39: '通信/电信运营、增值服务',\n",
       " 32: '互联网/电子商务',\n",
       " 40: '网络游戏',\n",
       " '02': '电子技术/半导体/集成电路',\n",
       " 35: '仪器仪表/工业自动化',\n",
       " 41: '会计/审计',\n",
       " '03': '金融/投资/证券',\n",
       " 42: '银行',\n",
       " 43: '保险',\n",
       " 62: '信托/担保/拍卖/典当',\n",
       " '04': '贸易/进出口',\n",
       " 22: '批发/零售',\n",
       " '05': '快速消费品(食品、饮料、化妆品)',\n",
       " '06': '服装/纺织/皮革',\n",
       " 44: '家具/家电/玩具/礼品',\n",
       " 60: '奢侈品/收藏品/工艺品/珠宝',\n",
       " 45: '办公用品及设备',\n",
       " 14: '机械/设备/重工',\n",
       " 33: '汽车',\n",
       " 65: '汽车零配件',\n",
       " '08': '制药/生物工程',\n",
       " 46: '医疗/护理/卫生',\n",
       " 47: '医疗设备/器械',\n",
       " 12: '广告',\n",
       " 48: '公关/市场推广/会展',\n",
       " 49: '影视/媒体/艺术/文化传播',\n",
       " 13: '文字媒体/出版',\n",
       " 15: '印刷/包装/造纸',\n",
       " 26: '房地产',\n",
       " '09': '建筑/建材/工程',\n",
       " 50: '家居/室内设计/装潢',\n",
       " 51: '物业管理/商业中心',\n",
       " 34: '中介服务',\n",
       " 63: '租赁服务',\n",
       " '07': '专业服务(咨询、人力资源、财会)',\n",
       " 59: '外包服务',\n",
       " 52: '检测，认证',\n",
       " 18: '法律',\n",
       " 23: '教育/培训/院校',\n",
       " 24: '学术/科研',\n",
       " 11: '餐饮业',\n",
       " 53: '酒店/旅游',\n",
       " 17: '娱乐/休闲/体育',\n",
       " 54: '美容/保健',\n",
       " 27: '生活服务',\n",
       " 21: '交通/运输/物流',\n",
       " 55: '航天/航空',\n",
       " 19: '石油/化工/矿产/地质',\n",
       " 16: '采掘业/冶炼',\n",
       " 36: '电气/电力/水利',\n",
       " 61: '新能源',\n",
       " 56: '原材料和加工',\n",
       " 28: '政府/公共事业',\n",
       " 57: '非营利组织',\n",
       " 20: '环保',\n",
       " 29: '农/林/牧/渔',\n",
       " 58: '多元化业务集团公司'}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "industry_str = {\"01\":\"计算机软件\",37:\"计算机硬件\",38:\"计算机服务(系统、数据服务、维修)\",31:\"通信/电信/网络设备\",39:\"通信/电信运营、增值服务\",32:\"互联网/电子商务\",40:\"网络游戏\",\"02\":\"电子技术/半导体/集成电路\",35:\"仪器仪表/工业自动化\",41:\"会计/审计\",\"03\":\"金融/投资/证券\",42:\"银行\",43:\"保险\",62:\"信托/担保/拍卖/典当\",\"04\":\"贸易/进出口\",22:\"批发/零售\",\"05\":\"快速消费品(食品、饮料、化妆品)\",\"06\":\"服装/纺织/皮革\",44:\"家具/家电/玩具/礼品\",60:\"奢侈品/收藏品/工艺品/珠宝\",45:\"办公用品及设备\",14:\"机械/设备/重工\",33:\"汽车\",65:\"汽车零配件\",\"08\":\"制药/生物工程\",46:\"医疗/护理/卫生\",47:\"医疗设备/器械\",12:\"广告\",48:\"公关/市场推广/会展\",49:\"影视/媒体/艺术/文化传播\",13:\"文字媒体/出版\",15:\"印刷/包装/造纸\",26:\"房地产\",\"09\":\"建筑/建材/工程\",50:\"家居/室内设计/装潢\",51:\"物业管理/商业中心\",34:\"中介服务\",63:\"租赁服务\",\"07\":\"专业服务(咨询、人力资源、财会)\",59:\"外包服务\",52:\"检测，认证\",18:\"法律\",23:\"教育/培训/院校\",24:\"学术/科研\",11:\"餐饮业\",53:\"酒店/旅游\",17:\"娱乐/休闲/体育\",54:\"美容/保健\",27:\"生活服务\",21:\"交通/运输/物流\",55:\"航天/航空\",19:\"石油/化工/矿产/地质\",16:\"采掘业/冶炼\",36:\"电气/电力/水利\",61:\"新能源\",56:\"原材料和加工\",28:\"政府/公共事业\",57:\"非营利组织\",20:\"环保\",29:\"农/林/牧/渔\",58:\"多元化业务集团公司\"}\n",
    "industry_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'计算机软件': '01',\n",
       " '计算机硬件': 37,\n",
       " '计算机服务(系统、数据服务、维修)': 38,\n",
       " '通信/电信/网络设备': 31,\n",
       " '通信/电信运营、增值服务': 39,\n",
       " '互联网/电子商务': 32,\n",
       " '网络游戏': 40,\n",
       " '电子技术/半导体/集成电路': '02',\n",
       " '仪器仪表/工业自动化': 35,\n",
       " '会计/审计': 41,\n",
       " '金融/投资/证券': '03',\n",
       " '银行': 42,\n",
       " '保险': 43,\n",
       " '信托/担保/拍卖/典当': 62,\n",
       " '贸易/进出口': '04',\n",
       " '批发/零售': 22,\n",
       " '快速消费品(食品、饮料、化妆品)': '05',\n",
       " '服装/纺织/皮革': '06',\n",
       " '家具/家电/玩具/礼品': 44,\n",
       " '奢侈品/收藏品/工艺品/珠宝': 60,\n",
       " '办公用品及设备': 45,\n",
       " '机械/设备/重工': 14,\n",
       " '汽车': 33,\n",
       " '汽车零配件': 65,\n",
       " '制药/生物工程': '08',\n",
       " '医疗/护理/卫生': 46,\n",
       " '医疗设备/器械': 47,\n",
       " '广告': 12,\n",
       " '公关/市场推广/会展': 48,\n",
       " '影视/媒体/艺术/文化传播': 49,\n",
       " '文字媒体/出版': 13,\n",
       " '印刷/包装/造纸': 15,\n",
       " '房地产': 26,\n",
       " '建筑/建材/工程': '09',\n",
       " '家居/室内设计/装潢': 50,\n",
       " '物业管理/商业中心': 51,\n",
       " '中介服务': 34,\n",
       " '租赁服务': 63,\n",
       " '专业服务(咨询、人力资源、财会)': '07',\n",
       " '外包服务': 59,\n",
       " '检测，认证': 52,\n",
       " '法律': 18,\n",
       " '教育/培训/院校': 23,\n",
       " '学术/科研': 24,\n",
       " '餐饮业': 11,\n",
       " '酒店/旅游': 53,\n",
       " '娱乐/休闲/体育': 17,\n",
       " '美容/保健': 54,\n",
       " '生活服务': 27,\n",
       " '交通/运输/物流': 21,\n",
       " '航天/航空': 55,\n",
       " '石油/化工/矿产/地质': 19,\n",
       " '采掘业/冶炼': 16,\n",
       " '电气/电力/水利': 36,\n",
       " '新能源': 61,\n",
       " '原材料和加工': 56,\n",
       " '政府/公共事业': 28,\n",
       " '非营利组织': 57,\n",
       " '环保': 20,\n",
       " '农/林/牧/渔': 29,\n",
       " '多元化业务集团公司': 58}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "industry_dict = {value:key for key,value in industry_str.items()}\n",
    "industry_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https',\n",
       " 'search.51job.com',\n",
       " '/list/030200,000000,0000,32,9,99,%2B,2,1.html',\n",
       " '',\n",
       " 'lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " '']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(analyze[2])\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "参数模版_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'stype': '1',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99°reefrom',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'lonlat': '0%2C0',\n",
       " 'radius': '-1',\n",
       " 'ord_field': '0',\n",
       " 'confirmdate': '9',\n",
       " 'fromType': '',\n",
       " 'dibiaoid': '0',\n",
       " 'address': '',\n",
       " 'line': '',\n",
       " 'specialarea': '00',\n",
       " 'from': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "条件参数 = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")} \n",
    "条件参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '32', '9', '99', '%2B', '2', '1.html']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业参数 = 参数模版_list[2].split(',')\n",
    "行业参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url生成(key, comsize, workyear, industry):\n",
    "    comsize_value = comsize_dict[comsize]\n",
    "    workyear_value = workyear_dict[workyear]\n",
    "    industry_value = industry_dict[industry]\n",
    "    key_value = urllib.parse.quote(key)\n",
    "    \n",
    "    query_keyword1 = \"&\".join([k+\"=\"+v for k,v in 条件参数.items()])\n",
    "    参数模版_list[4] = query_keyword1\n",
    "    \n",
    "    query_keyword2 = \",\".join(行业参数)\n",
    "    参数模版_list[2] = query_keyword2\n",
    "    \n",
    "    url =  urllib.parse.urlunparse(参数模版_list) \n",
    "    return (url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&stype=1&postchannel=0000&workyear=02&cotype=99°reefrom&jobterm=99&companysize=02&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_生成 = url生成(\"产品经理\",\"50-150人\",\"1-3年\",\"计算机软件\")\n",
    "url_生成"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.get(url_生成)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131896719\",\"coid\":\"2201890\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131896719.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"产品经理\",\"job_title\":\"产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2201890.html\",\"company_name\":\"广州市罗斯泰克科技有限公司\",\"providesalary_text\":\"0.8-1.5万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"3\",\"issuedate\":\"2021-05-18 14:00:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"绩效奖金 五险一金 员工旅游 专业培训 弹性工作\",\"jobwelf_list\":[\"绩效奖金\",\"五险一金\",\"员工旅游\",\"专业培训\",\"弹性工作\"],\"attribute_text\":[\"广州\",\"1年经验\",\"大专\",\"招2人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"127459748\",\"coid\":\"5710207\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127459748.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"渠道产品经理\",\"job_title\":\"渠道产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5710207.html\",\"company_name\":\"广州数字魔方网络科技有限公司\",\"providesalary_text\":\"1.3-1.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"4\",\"issuedate\":\"2021-05-18 09:40:29\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 绩效奖金 弹性工作 周末双休 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href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\\\\\" title=\\\\\"纯雅（广州）香精有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35244187\\\\\" onmousedown=\\\\\"return AdsClick(35244187)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\\\\\" title=\\\\\"高化学（上海）国际贸易有限公司广州分公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n&lt;\\\\/tr&gt;\\\\n&lt;\\\\/table&gt;                  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求职 沟通技巧\",\"startdate\":\"2020-07-28\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098\",\"txt\":\"数据分析薪资高、人才缺口大\",\"vtxt\":\"Top20%学员大厂定向直推\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089\",\"txt\":\"一次完美简历升级，成为offer收割机\",\"vtxt\":\"高薪求职第一步\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"}],\"seo_title\":\"【广州,产品经理,计算机软件招聘，求职】-前程无忧\",\"seo_description\":\"前程无忧为您提供广州,产品经理,计算机软件招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\",\"seo_keywords\":\"找工作,求职,人才,招聘\"}'"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
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       " 'engine_search_result': [{'type': 'engine_search_result',\n",
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       "   'company_name': '广州市罗斯泰克科技有限公司',\n",
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       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '弹性工作', '周末双休', '专业培训'],\n",
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       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
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       "   'job_name': '跨境电商产品经理',\n",
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       "   'company_name': '广州厉盛科技有限公司',\n",
       "   'providesalary_text': '0.8-2万\\\\/月',\n",
       "   'workarea': '030202',\n",
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       "   'issuedate': '2021-05-18 10:04:43',\n",
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       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
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       "   'tags': [],\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3723075.html',\n",
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       "   'updatedate': '05-17',\n",
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       "   'companytype_text': '民营公司',\n",
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       "   'issuedate': '2021-05-17 09:29:35',\n",
       "   'isFromXyz': '',\n",
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       "   'jobwelf_list': ['五险一金', '员工旅游', '节日福利', '带薪年假', '绩效奖金', '定期体检', '周末双休'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
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       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
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       "   'company_name': '广州市乐无边教育科技有限公司',\n",
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       "   'jobwelf': '五险一金 员工旅游 年终奖金 定期体检 周末双休 下午茶',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '定期体检', '周末双休', '下午茶'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
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       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
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       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5164312.html',\n",
       "   'company_name': '深圳市闻迅数码科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 17:25:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 定期体检 员工旅游 专业培训 节日福利 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '定期体检', '员工旅游', '专业培训', '节日福利', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122343745',\n",
       "   'coid': '727220',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/122343745.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级产品经理',\n",
       "   'job_title': '高级产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co727220.html',\n",
       "   'company_name': '广州通易科技有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 10:17:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 弹性工作 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130615259',\n",
       "   'coid': '2255481',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130615259.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2255481.html',\n",
       "   'company_name': '广东新快易通智能信息发展有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 11:11:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 商业保险 带薪年假 弹性工作 高温补贴 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '商业保险', '带薪年假', '弹性工作', '高温补贴', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127776792',\n",
       "   'coid': '4241360',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127776792.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（电商供应链事业部）',\n",
       "   'job_title': '产品经理（电商供应链事业部）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4241360.html',\n",
       "   'company_name': '广州飞进信息科技有限公司',\n",
       "   'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-14 16:02:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 领导易相处 公司氛围好 弹性工作 社保',\n",
       "   'jobwelf_list': ['员工旅游', '领导易相处', '公司氛围好', '弹性工作', '社保'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129767030',\n",
       "   'coid': '6379800',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129767030.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理——TMS',\n",
       "   'job_title': '产品经理——TMS',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6379800.html',\n",
       "   'company_name': '广东药链科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:39:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 年终奖金 节日福利 下午茶 员工聚餐 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '年终奖金', '节日福利', '下午茶', '员工聚餐', '周末双休'],\n",
       "   'attribute_text': ['广州-越秀区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '113252824',\n",
       "   'coid': '2723',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/113252824.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2723.html',\n",
       "   'company_name': '广州易宝信息技术有限公司',\n",
       "   'providesalary_text': '1.2-1.7万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:39:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 补充医疗保险 通讯补贴 专业培训 绩效奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '补充医疗保险', '通讯补贴', '专业培训', '绩效奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127270070',\n",
       "   'coid': '5863289',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/127270070.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（B端）招1人',\n",
       "   'job_title': '产品经理（B端）招1人',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5863289.html',\n",
       "   'company_name': '深圳市南电云商有限公司',\n",
       "   'providesalary_text': '0.7-1.3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-17 11:41:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 通讯补贴 周末双休 餐补',\n",
       "   'jobwelf_list': ['五险一金', '通讯补贴', '周末双休', '餐补'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130978091',\n",
       "   'coid': '2416580',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/130978091.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2416580.html',\n",
       "   'company_name': '深圳科迪新汇信息科技有限公司',\n",
       "   'providesalary_text': '1-1.3万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:16:50',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 通讯补贴 绩效奖金 年终奖金 定期体检 节假日福利 13薪',\n",
       "   'jobwelf_list': ['五险一金', '通讯补贴', '绩效奖金', '年终奖金', '定期体检', '节假日福利', '13薪'],\n",
       "   'attribute_text': ['广州-越秀区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129546901',\n",
       "   'coid': '5077532',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129546901.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '安防产品经理',\n",
       "   'job_title': '安防产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5077532.html',\n",
       "   'company_name': '广州昆仑科技有限公司',\n",
       "   'providesalary_text': '2.5-3.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:16:10',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-越秀区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '117358166',\n",
       "   'coid': '5633276',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/117358166.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '（美妆、彩妆行业）产品经理',\n",
       "   'job_title': '（美妆、彩妆行业）产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5633276.html',\n",
       "   'company_name': '广州帕克西软件开发有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:01:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 绩效奖金 年终奖金 股票期权 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '专业培训', '绩效奖金', '年终奖金', '股票期权', '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131007795',\n",
       "   'coid': '2289078',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131007795.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2289078.html',\n",
       "   'company_name': '广州星语电子科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:18:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充公积金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充公积金', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121927715',\n",
       "   'coid': '5785830',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121927715.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5785830.html',\n",
       "   'company_name': '广东致盛技术有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-14 10:40:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 员工旅游 年终奖金 带薪年假 团队聚餐 岗位晋升 扁平管理',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '带薪年假',\n",
       "    '团队聚餐',\n",
       "    '岗位晋升',\n",
       "    '扁平管理'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120150503',\n",
       "   'coid': '3821357',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/120150503.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（物流、ERP方向）',\n",
       "   'job_title': '产品经理（物流、ERP方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3821357.html',\n",
       "   'company_name': '广州壹物壹码物联网信息技术有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 10:03:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 绩效奖金 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '餐饮补贴', '绩效奖金', '弹性工作'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129449982',\n",
       "   'coid': '3533563',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129449982.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3533563.html',\n",
       "   'company_name': '广州掌动智能科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:42:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 专业培训 五险 弹性工作 员工旅游 年终奖金',\n",
       "   'jobwelf_list': ['绩效奖金', '专业培训', '五险', '弹性工作', '员工旅游', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131317420',\n",
       "   'coid': '4384355',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131317420.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '硬件产品经理',\n",
       "   'job_title': '硬件产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4384355.html',\n",
       "   'company_name': '广州幻境科技有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 09:59:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 全勤奖 生日津贴 五险一金 绩效奖金',\n",
       "   'jobwelf_list': ['周末双休', '全勤奖', '生日津贴', '五险一金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118688801',\n",
       "   'coid': '5409800',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/118688801.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5409800.html',\n",
       "   'company_name': '广州友财信息科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:33:25',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 通讯补贴 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '通讯补贴', '年终奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122603388',\n",
       "   'coid': '5684619',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/122603388.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏编辑器产品经理（模型、动作方向）',\n",
       "   'job_title': '游戏编辑器产品经理（模型、动作方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5684619.html',\n",
       "   'company_name': '珠海沙盒网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 15:50:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 弹性工作 专业培训 带薪年假 周末双休 包晚餐',\n",
       "   'jobwelf_list': ['员工旅游', '弹性工作', '专业培训', '带薪年假', '周末双休', '包晚餐'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '109334217',\n",
       "   'coid': '2056506',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/109334217.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2056506.html',\n",
       "   'company_name': '广州市正盟计算机科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-17 11:56:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 员工旅游 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128941651',\n",
       "   'coid': '1510336',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128941651.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理助理',\n",
       "   'job_title': '产品经理助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1510336.html',\n",
       "   'company_name': '广州世安信息技术股份有限公司',\n",
       "   'providesalary_text': '1-1.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:12:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 年终奖金 交通补贴 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '年终奖金', '交通补贴', '通讯补贴'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128001692',\n",
       "   'coid': '3060693',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/128001692.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3060693.html',\n",
       "   'company_name': '广州光点信息科技有限公司',\n",
       "   'providesalary_text': '0.7-1.1万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-17 09:46:43',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 加班补助 年终奖金 绩效奖金 员工旅游 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '加班补助', '年终奖金', '绩效奖金', '员工旅游', '专业培训'],\n",
       "   'attribute_text': ['广州-越秀区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130485667',\n",
       "   'coid': '6423352',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130485667.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（双休+地铁口+高福利）',\n",
       "   'job_title': '产品经理（双休+地铁口+高福利）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVQMF8-BTgFYwZgXTo.html',\n",
       "   'company_name': '广州市旗鱼软件科技有限公司',\n",
       "   'providesalary_text': '1.1-2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:44:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123802542',\n",
       "   'coid': '5848278',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/123802542.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5848278.html',\n",
       "   'company_name': '广州凯园软件科技有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:16:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '股票期权'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130558399',\n",
       "   'coid': '4082915',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130558399.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '初级产品经理',\n",
       "   'job_title': '初级产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4082915.html',\n",
       "   'company_name': '广东泰迪智能科技股份有限公司',\n",
       "   'providesalary_text': '0.8-1.6万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:21:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 股票期权 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '绩效奖金', '年终奖金', '股票期权', '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '125661543',\n",
       "   'coid': '2329564',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/125661543.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（急）',\n",
       "   'job_title': '产品经理（急）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2329564.html',\n",
       "   'company_name': '广州欣纬智慧安全科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 08:51:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '专业培训'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129765270',\n",
       "   'coid': '5657115',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129765270.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '软件产品经理（广州）',\n",
       "   'job_title': '软件产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5657115.html',\n",
       "   'company_name': '广东维锐科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 08:58:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 绩效奖金 周末双休 国家法定假 免费培训 8小时工作制',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '周末双休',\n",
       "    '国家法定假',\n",
       "    '免费培训',\n",
       "    '8小时工作制'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128303711',\n",
       "   'coid': '3607946',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128303711.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3607946.html',\n",
       "   'company_name': '广东金砖天网信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-17 09:48:34',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 通讯补贴 专业培训 员工旅游 绩效奖金 晋升机会大 发展前景好',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '晋升机会大',\n",
       "    '发展前景好'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129586529',\n",
       "   'coid': '4510417',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129586529.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4510417.html',\n",
       "   'company_name': '广州维度科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-17 14:20:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 年终奖金 周末双休 人才推荐奖 员工旅游 弹性工作 股票期权',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '年终奖金',\n",
       "    '周末双休',\n",
       "    '人才推荐奖',\n",
       "    '员工旅游',\n",
       "    '弹性工作',\n",
       "    '股票期权'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121903238',\n",
       "   'coid': '4415875',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121903238.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4415875.html',\n",
       "   'company_name': '广州好智信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 17:24:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 节日福利 餐饮补贴 五险 专业培训 年终奖金 员工旅游',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '餐饮补贴',\n",
       "    '五险',\n",
       "    '专业培训',\n",
       "    '年终奖金',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131228390',\n",
       "   'coid': '4788501',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131228390.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '后台产品经理',\n",
       "   'job_title': '后台产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4788501.html',\n",
       "   'company_name': '佰特智能科技（广州）有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 10:52:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 五险一金 专业培训 下午茶 股票期权 年终奖金',\n",
       "   'jobwelf_list': ['弹性工作', '五险一金', '专业培训', '下午茶', '股票期权', '年终奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '102550653',\n",
       "   'coid': '3905312',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/102550653.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理\\\\/产品助理',\n",
       "   'job_title': '产品经理\\\\/产品助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3905312.html',\n",
       "   'company_name': '广州优飞信息科技有限公司',\n",
       "   'providesalary_text': '0.5-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:32:04',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 绩效奖金 年终奖金 周末双休 员工团建 员工旅游 下午茶',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '定期体检',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '周末双休',\n",
       "    '员工团建',\n",
       "    '员工旅游',\n",
       "    '下午茶'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128682688',\n",
       "   'coid': '6243702',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128682688.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6243702.html',\n",
       "   'company_name': '广州美盈智能科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:25:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 带薪年假 专业培训 节日福利 年底双薪',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '带薪年假', '专业培训', '节日福利', '年底双薪'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '75683269',\n",
       "   'coid': '3794258',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/75683269.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3794258.html',\n",
       "   'company_name': '广州动通信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-17 10:00:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 绩效奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '绩效奖金', '股票期权'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128088474',\n",
       "   'coid': '6214111',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128088474.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '初级产品经理',\n",
       "   'job_title': '初级产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6214111.html',\n",
       "   'company_name': '广州广加科技有限公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 09:57:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 节日福利 员工体检 旅游团建',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '节日福利', '员工体检', '旅游团建'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126936154',\n",
       "   'coid': '5436270',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/126936154.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（中山上班）',\n",
       "   'job_title': '产品经理（中山上班）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5436270.html',\n",
       "   'company_name': '广东超悦科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030700',\n",
       "   'workarea_text': '异地招聘',\n",
       "   'updatedate': '05-11',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-11 10:18:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['异地招聘', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120305254',\n",
       "   'coid': '4363764',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/120305254.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '阅读APP产品经理',\n",
       "   'job_title': '阅读APP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4363764.html',\n",
       "   'company_name': '广州九跃网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-11',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-11 10:15:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 年终奖金 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '年终奖金', '定期体检', '弹性工作'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131192689',\n",
       "   'coid': '6442250',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131192689.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVDQCYgViVmoHYAJkAGU.html',\n",
       "   'company_name': '广东中科慧据科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-10',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-10 15:37:27',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 定期体检 弹性工作 专业培训 年终奖金 绩效奖金 交通补贴 餐饮补贴 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '弹性工作',\n",
       "    '专业培训',\n",
       "    '年终奖金',\n",
       "    '绩效奖金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129309952',\n",
       "   'coid': '3375480',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129309952.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3375480.html',\n",
       "   'company_name': '深圳市卓讯信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 09:09:56',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127369103',\n",
       "   'coid': '6226092',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127369103.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '助理产品经理',\n",
       "   'job_title': '助理产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6226092.html',\n",
       "   'company_name': '广东欣农互联科技有限公司',\n",
       "   'providesalary_text': '0.7-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-06',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-06 12:13:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 周末双休 试用期全额 节日福利 带薪年假 年度体检',\n",
       "   'jobwelf_list': ['五险一金', '周末双休', '试用期全额', '节日福利', '带薪年假', '年度体检'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '农\\\\/林\\\\/牧\\\\/渔',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131321164',\n",
       "   'coid': '3150706',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-nsq\\\\/131321164.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '钉钉运营产品经理',\n",
       "   'job_title': '钉钉运营产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3150706.html',\n",
       "   'company_name': '成都音泰思科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030209',\n",
       "   'workarea_text': '广州-南沙区',\n",
       "   'updatedate': '04-27',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-04-27 17:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 绩效奖金 定期体检 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '定期体检', '员工旅游'],\n",
       "   'attribute_text': ['广州-南沙区', '2年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129380180',\n",
       "   'coid': '5369334',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/129380180.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5369334.html',\n",
       "   'company_name': '广州蚁窝智能科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '04-26',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-04-26 09:47:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金',\n",
       "   'jobwelf_list': ['五险一金'],\n",
       "   'attribute_text': ['广州-越秀区', '1年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129775294',\n",
       "   'coid': '6387124',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-nsq\\\\/129775294.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6387124.html',\n",
       "   'company_name': '广东立明堂数字文化科技发展有限公司广州分公司',\n",
       "   'providesalary_text': '0.8-1.6万\\\\/月',\n",
       "   'workarea': '030209',\n",
       "   'workarea_text': '广州-南沙区',\n",
       "   'updatedate': '04-26',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-04-26 09:23:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-南沙区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '影视\\\\/媒体\\\\/艺术\\\\/文化传播',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131143380',\n",
       "   'coid': '5315056',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131143380.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5315056.html',\n",
       "   'company_name': '广东恒电信息科技股份有限公司',\n",
       "   'providesalary_text': '0.6-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '04-23',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-04-23 15:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 年终奖金 专业培训 五险一金 补充医疗保险',\n",
       "   'jobwelf_list': ['绩效奖金', '年终奖金', '专业培训', '五险一金', '补充医疗保险'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129306950',\n",
       "   'coid': '5772323',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/129306950.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（双休）',\n",
       "   'job_title': '产品经理（双休）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5772323.html',\n",
       "   'company_name': '广州谷创信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '04-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-04-21 15:04:20',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 带薪年假 年终奖 节日福利 绩效奖金 补充医疗保险 员工旅游 年终奖金 弹性工作 做五休二',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '带薪年假',\n",
       "    '年终奖',\n",
       "    '节日福利',\n",
       "    '绩效奖金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '做五休二'],\n",
       "   'attribute_text': ['广州-番禺区', '1年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128045450',\n",
       "   'coid': '1664788',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128045450.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1664788.html',\n",
       "   'company_name': '广州海晟科技有限公司',\n",
       "   'providesalary_text': '10-15万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训 加班补贴 通讯补贴',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '加班补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招5人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129630924',\n",
       "   'coid': '3726381',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129630924.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3726381.html',\n",
       "   'company_name': '广州绿创信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '04-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-04-17 09:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 通讯补贴 餐饮补贴 年终奖金 员工旅游 定期体检 补充医疗保险 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴',\n",
       "    '年终奖金',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '补充医疗保险',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '162',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img04.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
       "  'data_type': '1',\n",
       "  'keyword': '产品经理',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E9%25AB%2598%25E7%25BA%25A7%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '高级产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621353150360\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a高级产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E9%2587%2591%25E8%259E%258D%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '金融产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621353150360\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a金融产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E6%2580%25BB%25E7%259B%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品总监',\n",
       "    'click': '15\\x1a1\\x1a1621353150360\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品总监'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621353150361\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a互联网产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,APP%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'APP产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621353150361\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1aAPP产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '移动产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621353150361\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a移动产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E4%25B8%25BB%25E7%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品主管',\n",
       "    'click': '15\\x1a1\\x1a1621353150361\\x1a\\x1ada213db6ea1b566017a278f77ec1269e\\x1a61.242.54.119\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品主管'}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '02',\n",
       "  'cotype': '99',\n",
       "  'workyear': '02',\n",
       "  'industrytype': '01',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '产品经理',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '产品经理(全文)+广州+计算机软件+1-3年+50-150人',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '4',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,产品经理,计算机软件招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,产品经理,计算机软件招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'4'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取总页数\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&stype=1&postchannel=0000&workyear=02&cotype=99°reefrom&jobterm=99&companysize=02&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,2.html?lang=c&stype=1&postchannel=0000&workyear=02&cotype=99°reefrom&jobterm=99&companysize=02&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,3.html?lang=c&stype=1&postchannel=0000&workyear=02&cotype=99°reefrom&jobterm=99&companysize=02&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,4.html?lang=c&stype=1&postchannel=0000&workyear=02&cotype=99°reefrom&jobterm=99&companysize=02&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_split = url_生成.split(',')\n",
    "page_url_split = url_生成.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(total_page)+1):\n",
    "    # 修改链接页数\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 抓取页面信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州海晟科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12804...</td>\n",
       "      <td>[广州-天河区, 2年经验, 本科, 招5人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 04:00:45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳市闻迅数码科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12828...</td>\n",
       "      <td>[广州-天河区, 2年经验, 大专, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 17:25:24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州好智信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12190...</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 17:24:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>游戏编辑器产品经理（模型、动作方向）</td>\n",
       "      <td>珠海沙盒网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12260...</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 15:50:56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州市罗斯泰克科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/131896719...</td>\n",
       "      <td>[广州, 1年经验, 大专, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 14:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>6</td>\n",
       "      <td>用户体验设计师</td>\n",
       "      <td>广州瑞云网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/120870777...</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-06 16:20:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>7</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>广州瑞云网络科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/97001953....</td>\n",
       "      <td>[广州, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-06 16:20:59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>8</td>\n",
       "      <td>软件测试工程师</td>\n",
       "      <td>广州乐庚信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12141...</td>\n",
       "      <td>[广州-黄埔区, 2年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-04-30 10:04:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>9</td>\n",
       "      <td>文案策划</td>\n",
       "      <td>广东立明堂数字文化科技发展有限公司广州分公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12977...</td>\n",
       "      <td>[广州-南沙区, 2年经验, 大专, 招若干人]</td>\n",
       "      <td>影视\\/媒体\\/艺术\\/文化传播</td>\n",
       "      <td>2021-04-26 09:24:08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>10</td>\n",
       "      <td>UI设计工程师</td>\n",
       "      <td>广州乐庚信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/11463...</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 大专, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-04-23 10:18:15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>161 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index            job_name            company_name  \\\n",
       "0        0                产品经理              广州海晟科技有限公司   \n",
       "1        1                产品经理           深圳市闻迅数码科技有限公司   \n",
       "2        2             互联网产品经理            广州好智信息技术有限公司   \n",
       "3        3  游戏编辑器产品经理（模型、动作方向）            珠海沙盒网络科技有限公司   \n",
       "4        4                产品经理           广州市罗斯泰克科技有限公司   \n",
       "..     ...                 ...                     ...   \n",
       "156      6             用户体验设计师            广州瑞云网络科技有限公司   \n",
       "157      7          Web前端开发工程师            广州瑞云网络科技有限公司   \n",
       "158      8             软件测试工程师            广州乐庚信息科技有限公司   \n",
       "159      9                文案策划  广东立明堂数字文化科技发展有限公司广州分公司   \n",
       "160     10             UI设计工程师            广州乐庚信息科技有限公司   \n",
       "\n",
       "                                              job_href  \\\n",
       "0    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12804...   \n",
       "1    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12828...   \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12190...   \n",
       "3    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12260...   \n",
       "4    https:\\/\\/jobs.51job.com\\/guangzhou\\/131896719...   \n",
       "..                                                 ...   \n",
       "156  https:\\/\\/jobs.51job.com\\/guangzhou\\/120870777...   \n",
       "157  https:\\/\\/jobs.51job.com\\/guangzhou\\/97001953....   \n",
       "158  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12141...   \n",
       "159  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12977...   \n",
       "160  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/11463...   \n",
       "\n",
       "               attribute_text   companyind_text            issuedate  \n",
       "0     [广州-天河区, 2年经验, 本科, 招5人]             计算机软件  2021-05-18 04:00:45  \n",
       "1     [广州-天河区, 2年经验, 大专, 招1人]             计算机软件  2021-05-18 17:25:24  \n",
       "2     [广州-黄埔区, 1年经验, 本科, 招1人]             计算机软件  2021-05-18 17:24:54  \n",
       "3    [广州-黄埔区, 2年经验, 大专, 招若干人]             计算机软件  2021-05-18 15:50:56  \n",
       "4         [广州, 1年经验, 大专, 招2人]             计算机软件  2021-05-18 14:00:01  \n",
       "..                        ...               ...                  ...  \n",
       "156      [广州, 2年经验, 本科, 招若干人]             计算机软件  2021-05-06 16:20:59  \n",
       "157      [广州, 2年经验, 本科, 招若干人]             计算机软件  2021-05-06 16:20:59  \n",
       "158  [广州-黄埔区, 2年经验, 本科, 招若干人]             计算机软件  2021-04-30 10:04:53  \n",
       "159  [广州-南沙区, 2年经验, 大专, 招若干人]  影视\\/媒体\\/艺术\\/文化传播  2021-04-26 09:24:08  \n",
       "160  [广州-黄埔区, 1年经验, 大专, 招若干人]             计算机软件  2021-04-23 10:18:15  \n",
       "\n",
       "[161 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='首页信息')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 抓取详情页信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131801644.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127776792.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121927715.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/126936154.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131192689.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/120870777.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/97001953.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121415965.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-nsq\\\\/129770819.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/114631980.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list = df_all['job_href'].tolist()\n",
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       " 'https://jobs.51job.com/guangzhou-thq/124972892.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/120097143.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125541604.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131380480.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/125826610.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/115411974.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129194668.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130569864.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130233692.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/131985869.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131708920.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131939331.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131791098.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129887630.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128765856.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/106060024.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/123691330.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129369693.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/71531617.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/126629903.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130028111.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130988196.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/128425560.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131866337.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/112739279.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/116582093.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129506860.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125992096.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/51598654.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121593166.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/106060024.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128765856.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/71531617.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/123691330.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/51598654.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/112739279.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129506860.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126305460.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/95056623.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127911505.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130028111.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/122509410.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/130292243.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/110379918.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/115347495.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/ningbo-blq/128441678.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127776787.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124036672.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/103314074.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131566318.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121637811.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131042955.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131041886.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/128828183.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131879809.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/110300666.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131440094.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121937404.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130816763.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/90235438.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129224362.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121765194.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/123567195.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/126046230.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/130518543.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129310369.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125558220.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129203097.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/87021006.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131417732.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131415812.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129289874.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128663793.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/99084947.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/130376372.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130283517.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/120805671.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/99533907.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126654628.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131417732.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131415812.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128663793.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/99084947.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126654628.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130431553.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/120870777.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/97001953.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121415965.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/129770819.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/114631980.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corrected_href = [i.replace('\\\\','') for i in href_list]\n",
    "corrected_href"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "for i in corrected_href:\n",
    "    r = session.get(i)\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>岗位要求：1、计算机相关专业，本科以上学历2、具备IT方案编写能力，优良的PPT编写能力3、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128045450...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1、熟悉B端产品项目的设计流程， 竞品分析、需求管理等基本技能；2、配合项目经理负责产品项目...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128287628...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责：1.负责业务需求，完成需求分析，产品策划；2.研究市场和用户需求，了解用户可用性测...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/121903238...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>游戏编辑器产品经理（模型、动作方向）</td>\n",
       "      <td>工作内容：1、负责PC端游戏编辑器的优化以及提出高可行性的功能建议；2、独立负责编辑器重要模...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/122603388...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>岗位职责：1、负责产品预研和文案编写，完成用户需求定义、项目功能设计，跟踪产品整个生命周期；...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/131896719.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>0</td>\n",
       "      <td>用户体验设计师</td>\n",
       "      <td>1、协同产品经理，充分理解用户需求，负责互联网产品等概念原型设计，并对用户体验有正确的预估；...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/120870777.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>0</td>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>【岗位职责】：1、根据产品设计文档、产品原型，快速给出其解决方案，利用HTML5、CSS3等...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/97001953.html...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>0</td>\n",
       "      <td>软件测试工程师</td>\n",
       "      <td>1、负责教育类产品的测试工作，按照项目测试要求，完成接口集成测试、功能测试、性能测试、渗透测...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/121415965...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>0</td>\n",
       "      <td>文案策划</td>\n",
       "      <td>职位描述【岗位职责】1、负责微信公众号、朋友圈的内容生产，能独立完成热点追踪、选题策划、文案...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-nsq/129770819...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>0</td>\n",
       "      <td>UI设计工程师</td>\n",
       "      <td>1.负责产品宣传网站、宣传海报、产品画册等设计；2.负责产品在PC端、移动端页面/应用的整体...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/114631980...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index                职位名称  \\\n",
       "0        0                产品经理   \n",
       "1        0                产品经理   \n",
       "2        0             互联网产品经理   \n",
       "3        0  游戏编辑器产品经理（模型、动作方向）   \n",
       "4        0                产品经理   \n",
       "..     ...                 ...   \n",
       "155      0             用户体验设计师   \n",
       "156      0          Web前端开发工程师   \n",
       "157      0             软件测试工程师   \n",
       "158      0                文案策划   \n",
       "159      0             UI设计工程师   \n",
       "\n",
       "                                                  职位信息  \\\n",
       "0    岗位要求：1、计算机相关专业，本科以上学历2、具备IT方案编写能力，优良的PPT编写能力3、...   \n",
       "1    1、熟悉B端产品项目的设计流程， 竞品分析、需求管理等基本技能；2、配合项目经理负责产品项目...   \n",
       "2    岗位职责：1.负责业务需求，完成需求分析，产品策划；2.研究市场和用户需求，了解用户可用性测...   \n",
       "3    工作内容：1、负责PC端游戏编辑器的优化以及提出高可行性的功能建议；2、独立负责编辑器重要模...   \n",
       "4    岗位职责：1、负责产品预研和文案编写，完成用户需求定义、项目功能设计，跟踪产品整个生命周期；...   \n",
       "..                                                 ...   \n",
       "155  1、协同产品经理，充分理解用户需求，负责互联网产品等概念原型设计，并对用户体验有正确的预估；...   \n",
       "156  【岗位职责】：1、根据产品设计文档、产品原型，快速给出其解决方案，利用HTML5、CSS3等...   \n",
       "157  1、负责教育类产品的测试工作，按照项目测试要求，完成接口集成测试、功能测试、性能测试、渗透测...   \n",
       "158  职位描述【岗位职责】1、负责微信公众号、朋友圈的内容生产，能独立完成热点追踪、选题策划、文案...   \n",
       "159  1.负责产品宣传网站、宣传海报、产品画册等设计；2.负责产品在PC端、移动端页面/应用的整体...   \n",
       "\n",
       "                                                    链接  \n",
       "0    https://jobs.51job.com/guangzhou-thq/128045450...  \n",
       "1    https://jobs.51job.com/guangzhou-thq/128287628...  \n",
       "2    https://jobs.51job.com/guangzhou-hpq/121903238...  \n",
       "3    https://jobs.51job.com/guangzhou-hpq/122603388...  \n",
       "4    https://jobs.51job.com/guangzhou/131896719.htm...  \n",
       "..                                                 ...  \n",
       "155  https://jobs.51job.com/guangzhou/120870777.htm...  \n",
       "156  https://jobs.51job.com/guangzhou/97001953.html...  \n",
       "157  https://jobs.51job.com/guangzhou-hpq/121415965...  \n",
       "158  https://jobs.51job.com/guangzhou-nsq/129770819...  \n",
       "159  https://jobs.51job.com/guangzhou-hpq/114631980...  \n",
       "\n",
       "[160 rows x 4 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(total_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='详细页信息')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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